Pandas Profiling Report

Dataset statistics

Number of variables	26
Number of observations	366
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	74.5 KiB
Average record size in memory	208.3 B

Variable types

Numeric	26

Alerts

`Steel` is highly correlated with `Scrap` and 20 other fields	High correlation
`Energy` is highly correlated with `Scrap` and 20 other fields	High correlation
`P_on` is highly correlated with `Scrap` and 20 other fields	High correlation
`P_off` is highly correlated with `Scrap` and 20 other fields	High correlation
`TaptoTap` is highly correlated with `Scrap` and 20 other fields	High correlation
`Delay` is highly correlated with `Scrap` and 20 other fields	High correlation
`C` is highly correlated with `O` and 1 other fields	High correlation
`O` is highly correlated with `C` and 8 other fields	High correlation
`T_O2` is highly correlated with `Scrap` and 21 other fields	High correlation
`T_NG` is highly correlated with `Scrap` and 22 other fields	High correlation
`RCB_O2_Lc` is highly correlated with `Scrap` and 20 other fields	High correlation
`RCB_O2_Bur` is highly correlated with `Scrap` and 21 other fields	High correlation
`RCB_NG` is highly correlated with `Scrap` and 21 other fields	High correlation
`PCC_NG` is highly correlated with `Scrap` and 20 other fields	High correlation
`FB_NG` is highly correlated with `Scrap` and 20 other fields	High correlation
`FB_O2` is highly correlated with `Scrap` and 20 other fields	High correlation
`O2_Top_Lc` is highly correlated with `Scrap` and 21 other fields	High correlation
`F_Lime` is highly correlated with `Scrap` and 21 other fields	High correlation
`Inj_Carbon` is highly correlated with `Steel` and 19 other fields	High correlation
`Scrap` is highly correlated with `Steel` and 17 other fields	High correlation
`Power` is highly correlated with `Scrap` and 19 other fields	High correlation
`Alloy` is highly correlated with `Steel` and 17 other fields	High correlation
`Slag` is highly correlated with `Steel` and 4 other fields	High correlation
`F_Carbon` is highly correlated with `Steel` and 18 other fields	High correlation
`F_Dolo` is highly correlated with `Scrap` and 20 other fields	High correlation
`Temp` is highly correlated with `RCB_O2_Lc`	High correlation
`Steel` has unique values	Unique
`Energy` has unique values	Unique
`Power` has unique values	Unique
`T_O2` has unique values	Unique
`T_NG` has unique values	Unique
`RCB_O2_Bur` has unique values	Unique
`RCB_NG` has unique values	Unique
`PCC_NG` has unique values	Unique
`FB_NG` has unique values	Unique
`FB_O2` has unique values	Unique
`O2_Top_Lc` has unique values	Unique
`Alloy` has unique values	Unique
`F_Carbon` has unique values	Unique
`F_Lime` has unique values	Unique
`Inj_Carbon` has unique values	Unique
`Slag` has 8 (2.2%) zeros	Zeros

Reproduction

Analysis started	2022-12-28 19:20:59.390792
Analysis finished	2022-12-28 19:23:06.069125
Duration	2 minutes and 6.68 seconds
Software version	pandas-profiling v3.4.0
Download configuration	config.json

Scrap
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	299
Distinct (%)	81.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	95.25201921

Minimum	1
Maximum	156.5400008
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	1
5-th percentile	77.85250098
Q1	94.43
median	94.81
Q3	96.41749902
95-th percentile	109.3475019
Maximum	156.5400008
Range	155.5400008
Interquartile range (IQR)	1.987499022

Descriptive statistics

Standard deviation	10.24551485
Coefficient of variation (CV)	0.1075621801
Kurtosis	31.50304902
Mean	95.25201921
Median Absolute Deviation (MAD)	0.605
Skewness	-1.516277823
Sum	34862.23903
Variance	104.9705745
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
96.5	5	1.4%
94.81	4	1.1%
94.43	4	1.1%
94.54	4	1.1%
94.78	3	0.8%
94.34	3	0.8%
96.65	3	0.8%
94.45	3	0.8%
94.8	3	0.8%
94.15	3	0.8%
Other values (289)	331	90.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.3%
28.18	1	0.3%
72.27	1	0.3%
72.40000391	1	0.3%
72.86	1	0.3%
74.23	1	0.3%
74.32	1	0.3%
74.35	1	0.3%
74.4	1	0.3%
74.49000391	1	0.3%

Value	Count	Frequency (%)
156.5400008	1	0.3%
156.4799962	1	0.3%
127.7699965	1	0.3%
124.87	1	0.3%
124.6399911	1	0.3%
123.5400028	1	0.3%
123.44	1	0.3%
122.8899989	1	0.3%
118.4900039	1	0.3%
118.1699961	1	0.3%

Steel
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	366
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	82.23980688

Minimum	53.187
Maximum	90.356
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	53.187
5-th percentile	79.75475098
Q1	81.31049414
median	82.29699414
Q3	83.50650195
95-th percentile	86.54374512
Maximum	90.356
Range	37.169
Interquartile range (IQR)	2.19600781

Descriptive statistics

Standard deviation	3.550280784
Coefficient of variation (CV)	0.04316985799
Kurtosis	33.5194258
Mean	82.23980688
Median Absolute Deviation (MAD)	1.07749805
Skewness	-4.662462255
Sum	30099.76932
Variance	12.60449364
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
82.473	1	0.3%
82.00899219	1	0.3%
80.28699219	1	0.3%
81.39099219	1	0.3%
81.633	1	0.3%
82.487	1	0.3%
82.52799219	1	0.3%
83.49000781	1	0.3%
82.91700781	1	0.3%
83.761	1	0.3%
Other values (356)	356	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
53.187	1	0.3%
55.00000391	1	0.3%
56.619	1	0.3%
59.00599609	1	0.3%
67.45900391	1	0.3%
70.42000391	1	0.3%
73.478	1	0.3%
76.788	1	0.3%
78.71799219	1	0.3%
78.811	1	0.3%

Value	Count	Frequency (%)
90.356	1	0.3%
89.293	1	0.3%
89.019	1	0.3%
87.92798828	1	0.3%
87.912	1	0.3%
87.81299219	1	0.3%
87.762	1	0.3%
87.65	1	0.3%
87.50000391	1	0.3%
87.48100391	1	0.3%

Energy
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	366
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	346.5006211

Minimum	61.04069878
Maximum	1142.547229
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	61.04069878
5-th percentile	297.5409953
Q1	319.853045
median	331.5834994
Q3	349.2052121
95-th percentile	462.8306082
Maximum	1142.547229
Range	1081.50653
Interquartile range (IQR)	29.35216715

Descriptive statistics

Standard deviation	79.53602537
Coefficient of variation (CV)	0.2295407873
Kurtosis	37.56991709
Mean	346.5006211
Median Absolute Deviation (MAD)	14.21752502
Skewness	4.65396552
Sum	126819.2273
Variance	6325.979331
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
436.251581	1	0.3%
308.2179131	1	0.3%
339.4280719	1	0.3%
320.1920296	1	0.3%
315.9592465	1	0.3%
318.2189472	1	0.3%
332.8876129	1	0.3%
310.1337795	1	0.3%
325.082732	1	0.3%
326.5028304	1	0.3%
Other values (356)	356	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
61.04069878	1	0.3%
66.76584643	1	0.3%
167.0011553	1	0.3%
237.0925543	1	0.3%
243.2971843	1	0.3%
248.4564851	1	0.3%
252.90917	1	0.3%
256.5972421	1	0.3%
258.4542826	1	0.3%
259.2682647	1	0.3%

Value	Count	Frequency (%)
1142.547229	1	0.3%
847.8764733	1	0.3%
810.1879446	1	0.3%
794.9398827	1	0.3%
592.5027678	1	0.3%
575.8815405	1	0.3%
557.2422605	1	0.3%
553.4785419	1	0.3%
530.5330299	1	0.3%
518.1752129	1	0.3%

Power
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	366
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42.02860768

Minimum	28.05915832
Maximum	46.4989236
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	28.05915832
5-th percentile	39.93535251
Q1	41.5704458
median	42.1686435
Q3	42.79070124
95-th percentile	44.17443043
Maximum	46.4989236
Range	18.43976528
Interquartile range (IQR)	1.220255443

Descriptive statistics

Standard deviation	1.720012743
Coefficient of variation (CV)	0.04092480903
Kurtosis	16.90746852
Mean	42.02860768
Median Absolute Deviation (MAD)	0.6104562605
Skewness	-2.917100038
Sum	15382.47041
Variance	2.958443836
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
42.4948543	1	0.3%
42.56122804	1	0.3%
44.27164813	1	0.3%
42.72253603	1	0.3%
44.1950139	1	0.3%
42.83596314	1	0.3%
43.33968745	1	0.3%
43.17510793	1	0.3%
42.08048341	1	0.3%
43.08688529	1	0.3%
Other values (356)	356	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
28.05915832	1	0.3%
32.60543328	1	0.3%
34.42838626	1	0.3%
34.47239145	1	0.3%
35.06377808	1	0.3%
36.26235742	1	0.3%
36.29985495	1	0.3%
36.35949602	1	0.3%
36.49100802	1	0.3%
37.40683717	1	0.3%

Value	Count	Frequency (%)
46.4989236	1	0.3%
45.84040846	1	0.3%
45.4661423	1	0.3%
45.02251111	1	0.3%
44.92930583	1	0.3%
44.83124529	1	0.3%
44.7124082	1	0.3%
44.67367885	1	0.3%
44.58191276	1	0.3%
44.55875681	1	0.3%

P_on
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	277
Distinct (%)	75.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.7795082

Minimum	8.183333333
Maximum	115
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	8.183333333
5-th percentile	34.24166667
Q1	37.39166667
median	38.65833333
Q3	41.34166667
95-th percentile	56.28333333
Maximum	115
Range	106.8166667
Interquartile range (IQR)	3.95

Descriptive statistics

Standard deviation	10.35510708
Coefficient of variation (CV)	0.25392918
Kurtosis	26.31179718
Mean	40.7795082
Median Absolute Deviation (MAD)	1.791666667
Skewness	4.297184972
Sum	14925.3
Variance	107.2282426
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37.96666667	4	1.1%
37.58333333	4	1.1%
38.3	4	1.1%
37.56666667	3	0.8%
41.41666667	3	0.8%
38	3	0.8%
37.75	3	0.8%
38.16666667	3	0.8%
38.43333333	3	0.8%
37.98333333	3	0.8%
Other values (267)	333	91.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.183333333	1	0.3%
10.81666667	1	0.3%
21.83333333	1	0.3%
28.28333333	1	0.3%
28.33333333	1	0.3%
28.35	1	0.3%
29.41666667	1	0.3%
29.51666667	1	0.3%
29.6	1	0.3%
29.61666667	1	0.3%

Value	Count	Frequency (%)
115	1	0.3%
114.7833333	1	0.3%
110.85	1	0.3%
110.1333333	1	0.3%
89.05	1	0.3%
75.18333333	1	0.3%
73.55	1	0.3%
69.83333333	1	0.3%
67.41666667	1	0.3%
66	1	0.3%

P_off
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	300
Distinct (%)	82.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37.63825137

Minimum	5.866666667
Maximum	2557.766667
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	5.866666667
5-th percentile	7.570833333
Q1	9.033333333
median	11.125
Q3	15.48333333
95-th percentile	84.28333333
Maximum	2557.766667
Range	2551.9
Interquartile range (IQR)	6.45

Descriptive statistics

Standard deviation	191.1899566
Coefficient of variation (CV)	5.079671601
Kurtosis	151.6527253
Mean	37.63825137
Median Absolute Deviation (MAD)	2.541666667
Skewness	11.9812341
Sum	13775.6
Variance	36553.59949
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.3	4	1.1%
12.55	3	0.8%
8.566666667	3	0.8%
8.25	3	0.8%
9.283333333	3	0.8%
8.583333333	3	0.8%
9.85	3	0.8%
8.616666667	3	0.8%
8.7	3	0.8%
9.033333333	3	0.8%
Other values (290)	335	91.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.866666667	1	0.3%
6.1	1	0.3%
6.15	1	0.3%
6.25	1	0.3%
6.516666667	1	0.3%
6.566666667	1	0.3%
6.8	1	0.3%
7.016666667	1	0.3%
7.166666667	1	0.3%
7.3	1	0.3%

Value	Count	Frequency (%)
2557.766667	1	0.3%
2446.016667	1	0.3%
687.25	1	0.3%
410.5833333	1	0.3%
406.2	1	0.3%
310.9	1	0.3%
271.3666667	1	0.3%
242.4666667	1	0.3%
160.9833333	1	0.3%
156.0333333	1	0.3%

TaptoTap
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	317
Distinct (%)	86.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	78.41775956

Minimum	34.48333333
Maximum	2672.55
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	34.48333333
5-th percentile	43.69583333
Q1	47.04583333
median	49.90833333
Q3	54.53333333
95-th percentile	138.8916667
Maximum	2672.55
Range	2638.066667
Interquartile range (IQR)	7.4875

Descriptive statistics

Standard deviation	198.4466148
Coefficient of variation (CV)	2.53063357
Kurtosis	146.6086687
Mean	78.41775956
Median Absolute Deviation (MAD)	3.458333333
Skewness	11.72185492
Sum	28700.9
Variance	39381.05894
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
49.46666667	3	0.8%
51	3	0.8%
47.18333333	3	0.8%
46.75	3	0.8%
47.85	3	0.8%
45.48333333	2	0.5%
47.56666667	2	0.5%
47.88333333	2	0.5%
53.68333333	2	0.5%
46.33333333	2	0.5%
Other values (307)	341	93.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
34.48333333	1	0.3%
36.65	1	0.3%
38.03333333	1	0.3%
39.2	1	0.3%
39.51666667	1	0.3%
39.8	1	0.3%
40.23333333	1	0.3%
40.38333333	1	0.3%
40.45	1	0.3%
42.16666667	1	0.3%

Value	Count	Frequency (%)
2672.55	1	0.3%
2556.15	1	0.3%
798.1	1	0.3%
480.4166667	1	0.3%
479.75	1	0.3%
425.9	1	0.3%
360.4166667	1	0.3%
305.7833333	1	0.3%
213.2333333	1	0.3%
212.0333333	1	0.3%

Delay
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	270
Distinct (%)	73.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.76543716

Minimum	0.2
Maximum	2546.766667
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0.2
5-th percentile	0.575
Q1	1.6875
median	2.825
Q3	6.7
95-th percentile	76.2375
Maximum	2546.766667
Range	2546.566667
Interquartile range (IQR)	5.0125

Descriptive statistics

Standard deviation	190.9379369
Coefficient of variation (CV)	6.414753323
Kurtosis	151.7230014
Mean	29.76543716
Median Absolute Deviation (MAD)	1.65
Skewness	11.98566324
Sum	10894.15
Variance	36457.29576
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.7	5	1.4%
1.616666667	4	1.1%
1	4	1.1%
0.8333333333	4	1.1%
1.8	4	1.1%
1.433333333	4	1.1%
1.816666667	4	1.1%
2.15	4	1.1%
1.6	4	1.1%
2.116666667	4	1.1%
Other values (260)	325	88.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2	2	0.5%
0.2333333333	1	0.3%
0.2666666667	1	0.3%
0.2833333333	2	0.5%
0.3	1	0.3%
0.3333333333	2	0.5%
0.3833333333	1	0.3%
0.45	2	0.5%
0.4666666667	1	0.3%
0.4833333333	1	0.3%

Value	Count	Frequency (%)
2546.766667	1	0.3%
2435.316667	1	0.3%
680.4166667	1	0.3%
401.7	1	0.3%
398.0333333	1	0.3%
301.7666667	1	0.3%
261.5833333	1	0.3%
232.6666667	1	0.3%
150.7	1	0.3%
149.5333333	1	0.3%

Temp
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	289
Distinct (%)	79.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1607.364755

Minimum	1508.099976
Maximum	1696.800049
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	1508.099976
5-th percentile	1576.699951
Q1	1591.599976
median	1605.900024
Q3	1620.174957
95-th percentile	1649.899994
Maximum	1696.800049
Range	188.700073
Interquartile range (IQR)	28.57498125

Descriptive statistics

Standard deviation	23.73398605
Coefficient of variation (CV)	0.01476577484
Kurtosis	1.348316249
Mean	1607.364755
Median Absolute Deviation (MAD)	14.300048
Skewness	0.2454041085
Sum	588295.5002
Variance	563.3020939
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1601.900024	4	1.1%
1593.300049	4	1.1%
1591	3	0.8%
1590	3	0.8%
1607.300049	3	0.8%
1608.699951	3	0.8%
1616.599976	3	0.8%
1609.099976	3	0.8%
1597	3	0.8%
1607.900024	3	0.8%
Other values (279)	334	91.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1508.099976	1	0.3%
1534.900024	1	0.3%
1541.900024	1	0.3%
1548.099976	1	0.3%
1551.5	1	0.3%
1558.599976	1	0.3%
1561.099976	1	0.3%
1563.099976	1	0.3%
1564	1	0.3%
1565.300049	1	0.3%

Value	Count	Frequency (%)
1696.800049	1	0.3%
1681.800049	1	0.3%
1677.699951	1	0.3%
1670.800049	1	0.3%
1666.900024	1	0.3%
1664.400024	1	0.3%
1661.599976	1	0.3%
1660.300049	1	0.3%
1660.099976	1	0.3%
1656.400024	2	0.5%

C
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	151
Distinct (%)	41.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1055286885

Minimum	0.02
Maximum	0.177
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0.02
5-th percentile	0.045
Q1	0.075
median	0.1055
Q3	0.13575
95-th percentile	0.1645
Maximum	0.177
Range	0.157
Interquartile range (IQR)	0.06075

Descriptive statistics

Standard deviation	0.03688626866
Coefficient of variation (CV)	0.3495378288
Kurtosis	-0.9255341382
Mean	0.1055286885
Median Absolute Deviation (MAD)	0.0305
Skewness	-0.08588348026
Sum	38.6235
Variance	0.001360596816
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.104	8	2.2%
0.069	7	1.9%
0.064	7	1.9%
0.098	6	1.6%
0.124	6	1.6%
0.101	6	1.6%
0.138	5	1.4%
0.103	5	1.4%
0.065	5	1.4%
0.144	5	1.4%
Other values (141)	306	83.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.02	1	0.3%
0.029	1	0.3%
0.031	2	0.5%
0.032	1	0.3%
0.036	1	0.3%
0.037	1	0.3%
0.038	1	0.3%
0.039	2	0.5%
0.041	1	0.3%
0.042	1	0.3%

Value	Count	Frequency (%)
0.177	1	0.3%
0.175	1	0.3%
0.174	1	0.3%
0.173	1	0.3%
0.172	1	0.3%
0.171	3	0.8%
0.17	3	0.8%
0.169	2	0.5%
0.168	1	0.3%
0.166	3	0.8%

O
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	345
Distinct (%)	94.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	289.6722678

Minimum	5
Maximum	918.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	5
5-th percentile	152.8
Q1	191.2
median	244.25
Q3	346.375
95-th percentile	611.6
Maximum	918.3
Range	913.3
Interquartile range (IQR)	155.175

Descriptive statistics

Standard deviation	145.6566403
Coefficient of variation (CV)	0.5028325334
Kurtosis	3.466170359
Mean	289.6722678
Median Absolute Deviation (MAD)	65
Skewness	1.732656819
Sum	106020.05
Variance	21215.85685
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
510.7	3	0.8%
216.1	2	0.5%
192.6	2	0.5%
216.2	2	0.5%
207.6	2	0.5%
224.1	2	0.5%
191.2	2	0.5%
152.5	2	0.5%
193	2	0.5%
621.3	2	0.5%
Other values (335)	345	94.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	1	0.3%
78.3	1	0.3%
121.5	1	0.3%
131.8	1	0.3%
132.1	1	0.3%
132.5	1	0.3%
145.7	1	0.3%
149	1	0.3%
149.6	1	0.3%
149.9	1	0.3%

Value	Count	Frequency (%)
918.3	1	0.3%
913.5	1	0.3%
889.8	1	0.3%
889.7	1	0.3%
796.8	1	0.3%
749.5	1	0.3%
746.5	1	0.3%
705.5	1	0.3%
703.9	1	0.3%
688.8	1	0.3%

T_O2
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	366
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.35899196

Minimum	5.538066574
Maximum	130.0825958
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	5.538066574
5-th percentile	26.64371025
Q1	30.64278609
median	31.96540847
Q3	34.01264914
95-th percentile	44.79844329
Maximum	130.0825958
Range	124.5445292
Interquartile range (IQR)	3.369863046

Descriptive statistics

Standard deviation	8.159789691
Coefficient of variation (CV)	0.2446054036
Kurtosis	60.5090207
Mean	33.35899196
Median Absolute Deviation (MAD)	1.503476682
Skewness	5.895299814
Sum	12209.39106
Variance	66.5821678
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
43.54253333	1	0.3%
30.45615979	1	0.3%
31.88561879	1	0.3%
30.87258935	1	0.3%
29.52742743	1	0.3%
30.08815856	1	0.3%
31.22101065	1	0.3%
29.7427582	1	0.3%
30.46770379	1	0.3%
31.60282177	1	0.3%
Other values (356)	356	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.538066574	1	0.3%
10.0431613	1	0.3%
18.04299502	1	0.3%
18.46059538	1	0.3%
21.93763934	1	0.3%
22.2311686	1	0.3%
23.22750205	1	0.3%
23.81085604	1	0.3%
23.99914591	1	0.3%
24.056844	1	0.3%

Value	Count	Frequency (%)
130.0825958	1	0.3%
87.44544398	1	0.3%
67.75161448	1	0.3%
66.51283723	1	0.3%
58.11145135	1	0.3%
52.89417569	1	0.3%
52.48646308	1	0.3%
50.15572515	1	0.3%
49.94175889	1	0.3%
49.85715284	1	0.3%

T_NG
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	366
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.43540943

Minimum	6.631966774
Maximum	77.15119047
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	6.631966774
5-th percentile	10.14458055
Q1	12.57356566
median	13.9886442
Q3	15.40815182
95-th percentile	26.48474792
Maximum	77.15119047
Range	70.51922369
Interquartile range (IQR)	2.834586161

Descriptive statistics

Standard deviation	7.137810969
Coefficient of variation (CV)	0.4624309448
Kurtosis	31.89592462
Mean	15.43540943
Median Absolute Deviation (MAD)	1.420661034
Skewness	4.881182043
Sum	5649.359853
Variance	50.94834543
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22.18244299	1	0.3%
13.13034181	1	0.3%
13.69244829	1	0.3%
14.02406686	1	0.3%
11.44969639	1	0.3%
11.63950768	1	0.3%
12.14087957	1	0.3%
13.33653655	1	0.3%
8.061208558	1	0.3%
11.33267937	1	0.3%
Other values (356)	356	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.631966774	1	0.3%
6.635332463	1	0.3%
7.154821468	1	0.3%
7.673066475	1	0.3%
7.883509898	1	0.3%
7.953384539	1	0.3%
8.061208558	1	0.3%
8.318530664	1	0.3%
8.389252419	1	0.3%
8.654071635	1	0.3%

Value	Count	Frequency (%)
77.15119047	1	0.3%
69.71540751	1	0.3%
62.49434051	1	0.3%
55.11065492	1	0.3%
42.73204936	1	0.3%
40.78224232	1	0.3%
40.47027446	1	0.3%
34.71830085	1	0.3%
31.51129522	1	0.3%
31.2875807	1	0.3%

RCB_O2_Lc
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	364
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.339823107

Minimum	0
Maximum	13.91933017
Zeros	3
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0
5-th percentile	3.951780721
Q1	4.645838568
median	5.122510462
Q3	5.718451868
95-th percentile	7.690373773
Maximum	13.91933017
Range	13.91933017
Interquartile range (IQR)	1.072613301

Descriptive statistics

Standard deviation	1.463492405
Coefficient of variation (CV)	0.2740713271
Kurtosis	9.94103226
Mean	5.339823107
Median Absolute Deviation (MAD)	0.5256522008
Skewness	1.532870041
Sum	1954.375257
Variance	2.141810021
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3	0.8%
7.221978041	1	0.3%
5.130153675	1	0.3%
4.213772987	1	0.3%
4.847093001	1	0.3%
4.872164685	1	0.3%
4.433390211	1	0.3%
3.938408732	1	0.3%
4.358519827	1	0.3%
5.07758719	1	0.3%
Other values (354)	354	96.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	0.8%
0.2893033921	1	0.3%
1.301281158	1	0.3%
1.606764379	1	0.3%
2.184300135	1	0.3%
2.676574577	1	0.3%
3.09239247	1	0.3%
3.205940178	1	0.3%
3.500800126	1	0.3%
3.65299864	1	0.3%

Value	Count	Frequency (%)
13.91933017	1	0.3%
13.81124542	1	0.3%
13.02255369	1	0.3%
10.28094789	1	0.3%
10.00783935	1	0.3%
9.908533228	1	0.3%
9.845241836	1	0.3%
9.19737928	1	0.3%
8.940565557	1	0.3%
8.900937065	1	0.3%

RCB_O2_Bur
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	366
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.629516269

Minimum	2.250468662
Maximum	27.6331718
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	2.250468662
5-th percentile	4.619865368
Q1	4.959922696
median	5.160131566
Q3	5.485862695
95-th percentile	8.270345611
Maximum	27.6331718
Range	25.38270314
Interquartile range (IQR)	0.5259399987

Descriptive statistics

Standard deviation	1.917406825
Coefficient of variation (CV)	0.3405988602
Kurtosis	56.93213051
Mean	5.629516269
Median Absolute Deviation (MAD)	0.228964135
Skewness	6.271695353
Sum	2060.402954
Variance	3.676448932
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.531761073	1	0.3%
5.052258124	1	0.3%
5.22653098	1	0.3%
5.627695261	1	0.3%
4.686695197	1	0.3%
4.833296119	1	0.3%
5.001470181	1	0.3%
4.926563223	1	0.3%
4.934689008	1	0.3%
5.032910662	1	0.3%
Other values (356)	356	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.250468662	1	0.3%
3.479862298	1	0.3%
3.716981996	1	0.3%
3.873376872	1	0.3%
3.893634332	1	0.3%
3.953480355	1	0.3%
3.974609024	1	0.3%
4.06314349	1	0.3%
4.194309427	1	0.3%
4.264034623	1	0.3%

Value	Count	Frequency (%)
27.6331718	1	0.3%
19.69912176	1	0.3%
13.80250523	1	0.3%
13.20725727	1	0.3%
12.45195326	1	0.3%
12.40851561	1	0.3%
11.76047151	1	0.3%
10.71441116	1	0.3%
10.37280233	1	0.3%
10.0749262	1	0.3%

RCB_NG
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	366
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.94366353

Minimum	1.187886002
Maximum	14.35013463
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	1.187886002
5-th percentile	2.399990488
Q1	2.59357305
median	2.696676158
Q3	2.883931168
95-th percentile	4.313839796
Maximum	14.35013463
Range	13.16224863
Interquartile range (IQR)	0.2903581186

Descriptive statistics

Standard deviation	1.003960771
Coefficient of variation (CV)	0.341058263
Kurtosis	55.48071
Mean	2.94366353
Median Absolute Deviation (MAD)	0.1294757962
Skewness	6.203110855
Sum	1077.380852
Variance	1.007937229
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.955052114	1	0.3%
2.612821854	1	0.3%
2.726050585	1	0.3%
2.922266575	1	0.3%
2.424400696	1	0.3%
2.51057266	1	0.3%
2.622434428	1	0.3%
2.567719774	1	0.3%
2.547578966	1	0.3%
2.64149812	1	0.3%
Other values (356)	356	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.187886002	1	0.3%
1.836663832	1	0.3%
1.963314261	1	0.3%
2.00573794	1	0.3%
2.041947613	1	0.3%
2.061680062	1	0.3%
2.087368416	1	0.3%
2.142999247	1	0.3%
2.184072326	1	0.3%
2.22432632	1	0.3%

Value	Count	Frequency (%)
14.35013463	1	0.3%
10.373099	1	0.3%
7.496731509	1	0.3%
6.748041722	1	0.3%
6.572876763	1	0.3%
6.343197577	1	0.3%
6.318868136	1	0.3%
5.690391529	1	0.3%
5.331197749	1	0.3%
5.258303244	1	0.3%

PCC_NG
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	366
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.8472104

Minimum	3.581678434
Maximum	56.10650993
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	3.581678434
5-th percentile	7.089636204
Q1	9.557437297
median	10.79523075
Q3	12.17317832
95-th percentile	20.60687505
Maximum	56.10650993
Range	52.5248315
Interquartile range (IQR)	2.615741018

Descriptive statistics

Standard deviation	5.509076835
Coefficient of variation (CV)	0.4650104666
Kurtosis	25.15012753
Mean	11.8472104
Median Absolute Deviation (MAD)	1.291937291
Skewness	4.235256009
Sum	4336.079005
Variance	30.34992757
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17.44028988	1	0.3%
10.08458152	1	0.3%
10.51275725	1	0.3%
10.67046203	1	0.3%
8.600689648	1	0.3%
8.672485483	1	0.3%
9.04526931	1	0.3%
10.3114124	1	0.3%
5.048869069	1	0.3%
8.222073363	1	0.3%
Other values (356)	356	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.581678434	1	0.3%
3.657779884	1	0.3%
3.842048429	1	0.3%
4.600907355	1	0.3%
4.860999681	1	0.3%
5.048869069	1	0.3%
5.168524071	1	0.3%
5.217909739	1	0.3%
5.532541681	1	0.3%
6.454401077	1	0.3%

Value	Count	Frequency (%)
56.10650993	1	0.3%
52.25360274	1	0.3%
44.59744347	1	0.3%
41.29205778	1	0.3%
34.50637944	1	0.3%
33.97377591	1	0.3%
31.30222887	1	0.3%
26.01833275	1	0.3%
24.55591975	1	0.3%
23.81179599	1	0.3%

FB_NG
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	366
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6445355077

Minimum	0.1210511283
Maximum	11.55369946
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0.1210511283
5-th percentile	0.4194181254
Q1	0.4552951446
median	0.4799900509
Q3	0.516639912
95-th percentile	1.152072073
Maximum	11.55369946
Range	11.43264834
Interquartile range (IQR)	0.0613447674

Descriptive statistics

Standard deviation	0.9288750229
Coefficient of variation (CV)	1.441154152
Kurtosis	94.20697489
Mean	0.6445355077
Median Absolute Deviation (MAD)	0.02970577044
Skewness	9.174794031
Sum	235.8999958
Variance	0.8628088081
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7871010028	1	0.3%
0.4329384382	1	0.3%
0.4536404716	1	0.3%
0.4313382483	1	0.3%
0.4246060417	1	0.3%
0.4564495496	1	0.3%
0.4731758275	1	0.3%
0.4574043649	1	0.3%
0.464760524	1	0.3%
0.4691078903	1	0.3%
Other values (356)	356	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1210511283	1	0.3%
0.2194401043	1	0.3%
0.3444670732	1	0.3%
0.3466105314	1	0.3%
0.3515899823	1	0.3%
0.3517338109	1	0.3%
0.3761936873	1	0.3%
0.3847427665	1	0.3%
0.389419384	1	0.3%
0.3975197878	1	0.3%

Value	Count	Frequency (%)
11.55369946	1	0.3%
10.54745309	1	0.3%
7.07055542	1	0.3%
5.148513282	1	0.3%
3.235798585	1	0.3%
2.939624799	1	0.3%
2.027088174	1	0.3%
1.983281942	1	0.3%
1.969630158	1	0.3%
1.94281871	1	0.3%

FB_O2
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	366
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.08076186

Minimum	0.1957898757
Maximum	19.5656749
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0.1957898757
5-th percentile	0.6989997011
Q1	0.7599952419
median	0.8018597288
Q3	0.8633796065
95-th percentile	1.940649587
Maximum	19.5656749
Range	19.36988503
Interquartile range (IQR)	0.1033843646

Descriptive statistics

Standard deviation	1.574252106
Coefficient of variation (CV)	1.456613306
Kurtosis	94.25428005
Mean	1.08076186
Median Absolute Deviation (MAD)	0.05054271796
Skewness	9.17920418
Sum	395.5588406
Variance	2.478269693
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.324081033	1	0.3%
0.7227716305	1	0.3%
0.7579458806	1	0.3%
0.720053736	1	0.3%
0.7083441378	1	0.3%
0.7629521258	1	0.3%
0.7911730344	1	0.3%
0.7647010184	1	0.3%
0.7769869138	1	0.3%
0.784028247	1	0.3%
Other values (356)	356	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1957898757	1	0.3%
0.3603305537	1	0.3%
0.5709452315	1	0.3%
0.5720120289	1	0.3%
0.5846309289	1	0.3%
0.5851378029	1	0.3%
0.6255598768	1	0.3%
0.6402502327	1	0.3%
0.6472176086	1	0.3%
0.6620088566	1	0.3%

Value	Count	Frequency (%)
19.5656749	1	0.3%
17.87097619	1	0.3%
11.98247052	1	0.3%
8.727138231	1	0.3%
5.476489576	1	0.3%
4.950585887	1	0.3%
3.419146505	1	0.3%
3.351575092	1	0.3%
3.288805816	1	0.3%
3.281619458	1	0.3%

O2_Top_Lc
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	366
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.30889072

Minimum	3.091808037
Maximum	71.55589409
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	3.091808037
5-th percentile	16.85901436
Q1	20.19479991
median	21.03221391
Q3	21.91473373
95-th percentile	27.30166755
Maximum	71.55589409
Range	68.46408606
Interquartile range (IQR)	1.719933823

Descriptive statistics

Standard deviation	4.425815154
Coefficient of variation (CV)	0.2076980549
Kurtosis	50.58601782
Mean	21.30889072
Median Absolute Deviation (MAD)	0.8779668521
Skewness	4.524173875
Sum	7799.054005
Variance	19.58783978
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
27.46471318	1	0.3%
20.46735704	1	0.3%
21.02897726	1	0.3%
20.09145015	1	0.3%
20.19397936	1	0.3%
20.13339049	1	0.3%
20.35078024	1	0.3%
19.23010487	1	0.3%
20.36384499	1	0.3%
20.65572917	1	0.3%
Other values (356)	356	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.091808037	1	0.3%
5.41891833	1	0.3%
9.084506744	1	0.3%
10.14472967	1	0.3%
10.59182715	1	0.3%
10.72892195	1	0.3%
10.93171081	1	0.3%
11.6537217	1	0.3%
12.9027629	1	0.3%
13.08133927	1	0.3%

Value	Count	Frequency (%)
71.55589409	1	0.3%
48.45858722	1	0.3%
36.678204	1	0.3%
35.8832785	1	0.3%
32.86277288	1	0.3%
31.53226133	1	0.3%
30.84468054	1	0.3%
30.63340417	1	0.3%
30.25793373	1	0.3%
29.88884053	1	0.3%

Alloy
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	366
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.25327276

Minimum	0
Maximum	19.18449098
Zeros	1
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0
5-th percentile	8.501631094
Q1	12.82301695
median	13.32824431
Q3	14.21737887
95-th percentile	15.79449885
Maximum	19.18449098
Range	19.18449098
Interquartile range (IQR)	1.394361927

Descriptive statistics

Standard deviation	1.896535519
Coefficient of variation (CV)	0.1430994106
Kurtosis	8.0121817
Mean	13.25327276
Median Absolute Deviation (MAD)	0.6363899557
Skewness	-1.905273623
Sum	4850.697829
Variance	3.596846977
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15.5566064	1	0.3%
14.04724006	1	0.3%
14.57272178	1	0.3%
14.68221443	1	0.3%
14.57743805	1	0.3%
13.09297223	1	0.3%
13.40151348	1	0.3%
12.95963467	1	0.3%
13.26627708	1	0.3%
12.94158379	1	0.3%
Other values (356)	356	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.3%
6.605556439	1	0.3%
7.219809352	1	0.3%
7.614087914	1	0.3%
7.680729559	1	0.3%
8.070373083	1	0.3%
8.114285352	1	0.3%
8.196144572	1	0.3%
8.216830416	1	0.3%
8.225727075	1	0.3%

Value	Count	Frequency (%)
19.18449098	1	0.3%
16.22101603	1	0.3%
16.18204014	1	0.3%
16.16717692	1	0.3%
16.11189502	1	0.3%
16.11152017	1	0.3%
16.0769332	1	0.3%
16.01328657	1	0.3%
15.96190522	1	0.3%
15.89352951	1	0.3%

Slag
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	359
Distinct (%)	98.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.352875806

Minimum	0
Maximum	10.65262642
Zeros	8
Zeros (%)	2.2%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0
5-th percentile	3.464022246
Q1	3.800730139
median	3.912540066
Q3	4.226946038
95-th percentile	9.421824464
Maximum	10.65262642
Range	10.65262642
Interquartile range (IQR)	0.4262158994

Descriptive statistics

Standard deviation	1.684943894
Coefficient of variation (CV)	0.3870875184
Kurtosis	6.111424215
Mean	4.352875806
Median Absolute Deviation (MAD)	0.1668295137
Skewness	2.024374525
Sum	1593.152545
Variance	2.839035926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8	2.2%
3.843682175	1	0.3%
3.873116595	1	0.3%
3.919352639	1	0.3%
3.883233496	1	0.3%
4.279462218	1	0.3%
3.901706457	1	0.3%
4.072343612	1	0.3%
3.89546136	1	0.3%
3.808455009	1	0.3%
Other values (349)	349	95.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	2.2%
2.329588086	1	0.3%
2.890841682	1	0.3%
2.985802206	1	0.3%
3.041016639	1	0.3%
3.248012256	1	0.3%
3.29716328	1	0.3%
3.30147252	1	0.3%
3.310604134	1	0.3%
3.352577369	1	0.3%

Value	Count	Frequency (%)
10.65262642	1	0.3%
10.56346719	1	0.3%
10.50710339	1	0.3%
10.49264546	1	0.3%
10.47057506	1	0.3%
10.36145059	1	0.3%
10.3300274	1	0.3%
10.25653031	1	0.3%
10.1831563	1	0.3%
10.17084202	1	0.3%

F_Carbon
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	366
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.889308614

Minimum	1.156336673
Maximum	73.72132136
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	1.156336673
5-th percentile	1.849428805
Q1	3.547734803
median	4.815535515
Q3	7.152832029
95-th percentile	12.80160168
Maximum	73.72132136
Range	72.56498469
Interquartile range (IQR)	3.605097226

Descriptive statistics

Standard deviation	5.276590891
Coefficient of variation (CV)	0.8959610094
Kurtosis	77.02519187
Mean	5.889308614
Median Absolute Deviation (MAD)	1.414066258
Skewness	6.859092312
Sum	2155.486953
Variance	27.84241143
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.637554109	1	0.3%
4.877513908	1	0.3%
4.982127105	1	0.3%
2.457274382	1	0.3%
3.674984381	1	0.3%
4.849248973	1	0.3%
4.846840319	1	0.3%
3.593244364	1	0.3%
2.412050378	1	0.3%
3.581619131	1	0.3%
Other values (356)	356	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.156336673	1	0.3%
1.180317142	1	0.3%
1.212371149	1	0.3%
1.212532853	1	0.3%
1.217389187	1	0.3%
1.218397923	1	0.3%
1.218694778	1	0.3%
1.220345602	1	0.3%
1.222822881	1	0.3%
1.224619873	1	0.3%

Value	Count	Frequency (%)
73.72132136	1	0.3%
32.64896088	1	0.3%
27.43935902	1	0.3%
23.17880688	1	0.3%
21.84333371	1	0.3%
20.23063105	1	0.3%
20.07654378	1	0.3%
18.89359129	1	0.3%
18.45154713	1	0.3%
15.70940175	1	0.3%

F_Lime
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	366
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.26550202

Minimum	3.620127911
Maximum	49.40467368
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	3.620127911
5-th percentile	23.50093594
Q1	26.70906696
median	28.97029198
Q3	29.49526298
95-th percentile	34.29720757
Maximum	49.40467368
Range	45.78454577
Interquartile range (IQR)	2.786196021

Descriptive statistics

Standard deviation	4.146382197
Coefficient of variation (CV)	0.1466940935
Kurtosis	10.67225259
Mean	28.26550202
Median Absolute Deviation (MAD)	0.8494641325
Skewness	0.1724377346
Sum	10345.17374
Variance	17.19248532
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37.58805912	1	0.3%
29.26508345	1	0.3%
29.89276263	1	0.3%
29.48729258	1	0.3%
29.39987505	1	0.3%
29.09549384	1	0.3%
29.08104191	1	0.3%
28.74595491	1	0.3%
28.94460453	1	0.3%
28.65295304	1	0.3%
Other values (356)	356	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.620127911	1	0.3%
7.100255215	1	0.3%
10.99438065	1	0.3%
17.11351968	1	0.3%
18.17917308	1	0.3%
18.35999357	1	0.3%
21.1762234	1	0.3%
21.28464569	1	0.3%
21.41888193	1	0.3%
22.57658424	1	0.3%

Value	Count	Frequency (%)
49.40467368	1	0.3%
48.5890741	1	0.3%
46.60543304	1	0.3%
44.93850313	1	0.3%
43.63636053	1	0.3%
42.38859747	1	0.3%
39.67134826	1	0.3%
38.10567143	1	0.3%
37.58805912	1	0.3%
37.05716686	1	0.3%

F_Dolo
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	364
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.63307746

Minimum	0
Maximum	53.11002421
Zeros	3
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0
5-th percentile	29.2319754
Q1	32.30686439
median	33.95956378
Q3	34.75638162
95-th percentile	40.44112773
Maximum	53.11002421
Range	53.11002421
Interquartile range (IQR)	2.449517229

Descriptive statistics

Standard deviation	5.036308768
Coefficient of variation (CV)	0.1497427279
Kurtosis	19.17972812
Mean	33.63307746
Median Absolute Deviation (MAD)	1.18825039
Skewness	-2.278520425
Sum	12309.70635
Variance	25.364406
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3	0.8%
40.61935421	1	0.3%
33.7841946	1	0.3%
34.87488974	1	0.3%
34.40184134	1	0.3%
34.29985423	1	0.3%
33.94474281	1	0.3%
33.92788223	1	0.3%
33.5369474	1	0.3%
33.76870529	1	0.3%
Other values (354)	354	96.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	0.8%
9.250693384	1	0.3%
12.58986013	1	0.3%
20.65499277	1	0.3%
23.20378876	1	0.3%
23.64960632	1	0.3%
24.62563176	1	0.3%
24.70559397	1	0.3%
25.09982886	1	0.3%
25.45084231	1	0.3%

Value	Count	Frequency (%)
53.11002421	1	0.3%
52.27938353	1	0.3%
50.90908729	1	0.3%
50.84229059	1	0.3%
49.45336371	1	0.3%
49.09240418	1	0.3%
44.40826421	1	0.3%
43.91315373	1	0.3%
43.6480031	1	0.3%
43.42005283	1	0.3%

Inj_Carbon
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	366
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.57593533

Minimum	0.2824753532
Maximum	66.25597836
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0.2824753532
5-th percentile	8.362010743
Q1	14.52075942
median	16.55117345
Q3	18.68398684
95-th percentile	22.47098347
Maximum	66.25597836
Range	65.97350301
Interquartile range (IQR)	4.163227422

Descriptive statistics

Standard deviation	5.272952783
Coefficient of variation (CV)	0.3181089137
Kurtosis	27.60545488
Mean	16.57593533
Median Absolute Deviation (MAD)	2.0615452
Skewness	2.944097165
Sum	6066.792332
Variance	27.80403105
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
26.97549501	1	0.3%
15.19040738	1	0.3%
15.41656956	1	0.3%
14.30748009	1	0.3%
14.40593877	1	0.3%
16.35106138	1	0.3%
17.4062153	1	0.3%
15.30422662	1	0.3%
18.49439627	1	0.3%
18.01554423	1	0.3%
Other values (356)	356	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2824753532	1	0.3%
1.390732473	1	0.3%
3.514700079	1	0.3%
4.062253311	1	0.3%
4.99303918	1	0.3%
5.056740415	1	0.3%
5.11928401	1	0.3%
5.342329289	1	0.3%
5.747232863	1	0.3%
6.015837877	1	0.3%

Value	Count	Frequency (%)
66.25597836	1	0.3%
53.39403727	1	0.3%
33.26153753	1	0.3%
28.39133714	1	0.3%
26.97549501	1	0.3%
26.95154819	1	0.3%
26.41124062	1	0.3%
26.28534591	1	0.3%
25.37646403	1	0.3%
25.18542599	1	0.3%

Auto

The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	Scrap	Steel	Energy	Power	P_on	P_off	TaptoTap	Delay	Temp	C	O	T_O2	T_NG	RCB_O2_Lc	RCB_O2_Bur	RCB_NG	PCC_NG	FB_NG	FB_O2	O2_Top_Lc	Alloy	Slag	F_Carbon	F_Lime	F_Dolo	Inj_Carbon
0	124.870000	82.473000	436.251581	42.494854	50.800000	24.650000	75.450000	17.083333	1604.199951	0.1380	185.1	43.542533	22.182443	7.221978	7.531761	3.955052	17.440290	0.787101	1.324081	27.464713	15.556606	3.843682	3.637554	37.588059	40.619354	26.975495
1	97.579996	82.321000	359.249767	42.198050	42.050000	9.750000	51.800000	1.716667	1603.500000	0.1535	145.7	33.825199	17.081706	5.930559	5.360508	2.827231	13.744207	0.510268	0.853416	21.680716	15.961905	3.875074	3.644271	29.154165	31.583679	17.999660
2	96.250004	84.722992	321.504855	41.410419	39.466667	7.016667	46.483333	0.233333	1599.699951	0.1690	156.3	31.169952	15.414803	4.633156	5.021866	2.613445	12.345287	0.456071	0.761848	20.753083	14.919209	3.741605	1.180317	28.327611	30.688246	19.900147
3	96.750002	81.390000	321.922295	41.461328	37.916667	7.316667	45.233333	0.450000	1603.300049	0.0960	269.7	31.074001	15.373841	4.673913	4.962140	2.575950	12.338118	0.459772	0.768223	20.669725	15.321293	3.931687	1.228652	29.487652	31.944956	17.026047
4	96.380000	82.423996	355.110634	41.112249	42.716667	11.216667	53.933333	3.783333	1579.599976	0.1300	198.0	34.019105	17.180530	5.303729	5.518436	2.859456	13.780327	0.540747	0.905561	22.291378	15.092692	3.833835	2.426478	30.330973	32.757451	22.435821
5	96.500000	82.482992	321.735662	41.447198	38.416667	7.300000	45.716667	0.516667	1603.699951	0.0620	425.5	30.864137	15.322083	4.539283	4.946469	2.564892	12.313549	0.443642	0.739480	20.638906	15.021279	3.843217	1.212371	29.096908	31.521650	16.803464
6	96.220004	82.558000	314.007187	41.607534	37.383333	10.100000	47.483333	1.900000	1620.699951	0.0470	581.5	30.960456	15.344682	4.621630	5.208955	2.701589	12.186420	0.456672	0.763240	20.366631	15.613266	3.900288	3.633809	29.070472	31.493011	14.853194
7	96.690000	82.647004	344.263085	41.020555	41.616667	8.066667	49.683333	1.183333	1580.000000	0.1010	149.9	34.146853	16.251693	5.023388	5.350578	2.797461	12.958977	0.495255	0.828582	22.944305	15.644850	3.787191	3.629896	31.459096	33.879026	25.185426
8	96.880000	86.314004	312.558657	42.690761	37.916667	10.000000	47.916667	2.016667	1593.699951	0.1550	165.6	31.163170	14.783895	4.986540	5.015947	2.620692	11.706276	0.456927	0.763415	20.397268	14.829575	3.661051	3.475682	27.805453	30.122574	19.165488
9	96.460004	86.887004	295.682958	43.441814	35.483333	9.666667	45.150000	1.850000	1608.800049	0.1320	202.7	28.802973	13.424698	4.306878	4.723690	2.453293	10.549041	0.422364	0.704799	19.067605	14.881397	3.717472	5.754601	29.923923	39.131284	14.510225

Last rows

	Scrap	Steel	Energy	Power	P_on	P_off	TaptoTap	Delay	Temp	C	O	T_O2	T_NG	RCB_O2_Lc	RCB_O2_Bur	RCB_NG	PCC_NG	FB_NG	FB_O2	O2_Top_Lc	Alloy	Slag	F_Carbon	F_Lime	F_Dolo	Inj_Carbon
356	95.370002	81.858992	328.656406	44.673679	36.133333	10.216667	46.350000	1.333333	1609.099976	0.046	576.1	29.971646	13.635401	4.409085	4.997752	2.598378	10.610961	0.426062	0.711425	19.853383	14.549410	4.287861	6.230226	24.432258	36.648387	14.240952
357	94.850000	83.691000	332.522654	42.595643	39.200000	11.800000	51.000000	3.066667	1622.900024	0.135	192.8	33.141971	12.513231	5.566694	5.371215	2.809959	9.208346	0.494925	0.828557	21.375506	12.223537	3.811640	3.584615	23.897432	35.846148	17.104587
358	95.830003	83.381992	297.475753	42.199828	35.266667	21.816667	57.083333	11.500000	1631.400024	0.084	327.0	29.916004	14.167327	4.151499	5.375593	2.763284	10.882517	0.521526	0.873803	19.515110	12.592647	4.173563	3.597899	23.985994	35.978992	15.291071
359	94.800000	82.707992	350.561638	40.900978	42.533333	14.916667	57.450000	7.450000	1594.699951	0.145	177.1	35.027979	15.608617	5.960609	5.894858	3.064699	12.023142	0.520776	0.872005	22.300506	12.550178	3.893215	3.022682	24.181460	36.272190	18.380932
360	94.540000	83.629992	340.098813	42.154327	40.483333	13.616667	54.100000	4.633333	1593.900024	0.146	180.1	31.678704	14.123005	4.356794	5.703522	2.952198	10.685137	0.485670	0.813223	20.805165	12.435730	0.000000	2.989358	23.914865	35.872298	16.567023
361	95.529996	82.531000	347.078785	42.280087	40.650000	15.050000	55.700000	6.033333	1612.300049	0.139	193.0	32.080943	15.551003	4.640318	5.649163	2.947099	12.094640	0.509263	0.853364	20.938097	15.109474	7.742545	3.634998	24.233318	36.349978	17.096606
362	95.580000	83.231996	307.259122	42.801322	35.850000	10.083333	45.933333	1.700000	1681.800049	0.070	413.6	28.905006	13.797324	3.811165	4.803565	2.470257	10.885274	0.441794	0.738907	19.551368	13.456364	4.181084	2.402922	24.029221	36.043831	12.870651
363	94.510004	85.106992	317.071621	42.091007	38.466667	10.850000	49.316667	3.866667	1613.500000	0.129	207.4	29.760845	13.080338	4.310012	4.826931	2.513744	10.105377	0.461216	0.771396	19.852507	12.255162	3.795223	3.524975	23.499832	35.249748	13.441904
364	94.949996	86.480004	296.805620	41.717338	36.916667	13.000000	49.916667	3.800000	1615.400024	0.075	344.2	30.342766	14.095253	4.933505	4.719300	2.471289	11.158835	0.465129	0.778029	19.911932	13.355689	2.890842	1.156337	23.126733	9.250693	13.844241
365	1.000000	70.420004	66.765846	34.472391	8.183333	44.100000	52.283333	36.366667	1664.400024	0.032	918.3	10.043161	11.591077	0.289303	3.974609	2.061680	9.309957	0.219440	0.360331	5.418918	9.542743	0.000000	1.420051	7.100255	0.000000	5.119284

Overview

Variables

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows